{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"pix2pixHD.ipynb","version":"0.3.2","views":{},"default_view":{},"provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python2","display_name":"Python 2"},"accelerator":"GPU"},"cells":[{"metadata":{"id":"Xg9OIXbQvMZs","colab_type":"text"},"cell_type":"markdown","source":["#pix2pixHD"]},{"metadata":{"id":"rhEDazDyvU3q","colab_type":"text"},"cell_type":"markdown","source":["## Setup"]},{"metadata":{"id":"988_Wj4r1uzV","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0},"output_extras":[{"item_id":78},{"item_id":106}],"base_uri":"https://localhost:8080/","height":547},"outputId":"20461172-be1e-4fe0-ef70-00b70d357d29","executionInfo":{"status":"ok","timestamp":1521547503038,"user_tz":240,"elapsed":46195,"user":{"displayName":"Hizal Celik","photoUrl":"//lh5.googleusercontent.com/-nFS3PS9Ns_8/AAAAAAAAAAI/AAAAAAAACw4/kfE9ZE30f0c/s50-c-k-no/photo.jpg","userId":"115787946550313614570"}}},"cell_type":"code","source":["!pip install http://download.pytorch.org/whl/cu80/torch-0.3.1-cp27-cp27mu-linux_x86_64.whl \n","!pip install torchvision \n","!pip install dominate"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Collecting torch==0.3.1 from http://download.pytorch.org/whl/cu80/torch-0.3.1-cp27-cp27mu-linux_x86_64.whl\n","  Downloading http://download.pytorch.org/whl/cu80/torch-0.3.1-cp27-cp27mu-linux_x86_64.whl (496.9MB)\n","\u001b[K    87% |████████████████████████████    | 435.9MB 1.6MB/s eta 0:00:38"],"name":"stdout"},{"output_type":"stream","text":["\u001b[K    100% |████████████████████████████████| 496.9MB 12.2MB/s \n","\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python2.7/dist-packages (from torch==0.3.1)\n","Requirement already satisfied: pyyaml in /usr/local/lib/python2.7/dist-packages (from torch==0.3.1)\n","Installing collected packages: torch\n","Successfully installed torch-0.3.1\n","Collecting torchvision\n","  Downloading torchvision-0.2.0-py2.py3-none-any.whl (48kB)\n","\u001b[K    100% |████████████████████████████████| 51kB 1.8MB/s \n","\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python2.7/dist-packages (from torchvision)\n","Requirement already satisfied: numpy in /usr/local/lib/python2.7/dist-packages (from torchvision)\n","Requirement already satisfied: torch in /usr/local/lib/python2.7/dist-packages (from torchvision)\n","Collecting pillow>=4.1.1 (from torchvision)\n","  Downloading Pillow-5.0.0-cp27-cp27mu-manylinux1_x86_64.whl (5.8MB)\n","\u001b[K    100% |████████████████████████████████| 5.9MB 218kB/s \n","\u001b[?25hRequirement already satisfied: pyyaml in /usr/local/lib/python2.7/dist-packages (from torch->torchvision)\n","Installing collected packages: pillow, torchvision\n","  Found existing installation: Pillow 4.0.0\n","    Uninstalling Pillow-4.0.0:\n","      Successfully uninstalled Pillow-4.0.0\n","Successfully installed pillow-5.0.0 torchvision-0.2.0\n","Collecting dominate\n","  Downloading dominate-2.3.1.tar.gz\n","Building wheels for collected packages: dominate\n","  Running setup.py bdist_wheel for dominate ... \u001b[?25l-\b \bdone\n","\u001b[?25h  Stored in directory: /content/.cache/pip/wheels/cc/fa/98/d9406331e9f3128e30238191eb899169a69a5a24b43d4d08e3\n","Successfully built dominate\n","Installing collected packages: dominate\n","Successfully installed dominate-2.3.1\n"],"name":"stdout"}]},{"metadata":{"id":"ktsvpWwmvG8V","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0},"output_extras":[{"item_id":6}],"base_uri":"https://localhost:8080/","height":187},"outputId":"069124e5-f02c-4c99-ea74-f7436f2b2e2e","executionInfo":{"status":"ok","timestamp":1521547510320,"user_tz":240,"elapsed":4392,"user":{"displayName":"Hizal Celik","photoUrl":"//lh5.googleusercontent.com/-nFS3PS9Ns_8/AAAAAAAAAAI/AAAAAAAACw4/kfE9ZE30f0c/s50-c-k-no/photo.jpg","userId":"115787946550313614570"}}},"cell_type":"code","source":["import os\n","# download repository to this machine\n","!git clone https://github.com/NVIDIA/pix2pixHD.git\n","os.chdir('pix2pixHD')\n","print \"--\"\n","!ls"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Cloning into 'pix2pixHD'...\n","remote: Counting objects: 204, done.\u001b[K\n","remote: Total 204 (delta 0), reused 0 (delta 0), pack-reused 203\u001b[K\n","Receiving objects: 100% (204/204), 49.28 MiB | 71.98 MiB/s, done.\n","Resolving deltas: 100% (61/61), done.\n","--\n","_config.yml\t    imgs\t precompute_feature_maps.py  train.py\n","data\t\t    LICENSE.txt  README.md\t\t     util\n","datasets\t    models\t scripts\n","encode_features.py  options\t test.py\n"],"name":"stdout"}]},{"metadata":{"id":"GpAC2nlwTKbD","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0},"output_extras":[{"item_id":1}],"base_uri":"https://localhost:8080/","height":34},"outputId":"cd91cfc1-d5b2-40bc-f608-212eacb60e8c","executionInfo":{"status":"ok","timestamp":1521547947501,"user_tz":240,"elapsed":1660,"user":{"displayName":"Hizal Celik","photoUrl":"//lh5.googleusercontent.com/-nFS3PS9Ns_8/AAAAAAAAAAI/AAAAAAAACw4/kfE9ZE30f0c/s50-c-k-no/photo.jpg","userId":"115787946550313614570"}}},"cell_type":"code","source":["!rm -r datasets/cityscapes/test_inst\n","!rm -r datasets/cityscapes/test_label\n","!ls datasets/cityscapes"],"execution_count":6,"outputs":[{"output_type":"stream","text":["train_img  train_inst  train_label\r\n"],"name":"stdout"}]},{"metadata":{"id":"C1sRdtZevr1H","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0}}},"cell_type":"code","source":["!pip install -U -q PyDrive\n","\n","from pydrive.auth import GoogleAuth\n","from pydrive.drive import GoogleDrive\n","from google.colab import auth\n","from oauth2client.client import GoogleCredentials\n","\n","# 1. Authenticate and create the PyDrive client.\n","auth.authenticate_user()\n","gauth = GoogleAuth()\n","gauth.credentials = GoogleCredentials.get_application_default()\n","drive = GoogleDrive(gauth)\n","\n","# Create GoogleDrive instance with authenticated GoogleAuth instance.\n","drive = GoogleDrive(gauth)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"NM2ELvxOvv5w","colab_type":"text"},"cell_type":"markdown","source":["Download checkpoint:"]},{"metadata":{"id":"-uGG9o0MvsTy","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0},"output_extras":[{"item_id":2}],"base_uri":"https://localhost:8080/","height":51},"outputId":"64fafd40-8220-4ca9-8e66-fac6e164eab1","executionInfo":{"status":"ok","timestamp":1521548040497,"user_tz":240,"elapsed":17712,"user":{"displayName":"Hizal Celik","photoUrl":"//lh5.googleusercontent.com/-nFS3PS9Ns_8/AAAAAAAAAAI/AAAAAAAACw4/kfE9ZE30f0c/s50-c-k-no/photo.jpg","userId":"115787946550313614570"}}},"cell_type":"code","source":["# download checkpoint\n","id = \"1Lwo0Rp9WhXNbjzUI4_ThrD9iOIiIvZ2K\"\n","filename = \"ckptHD.tar\"\n","file = drive.CreateFile({'id': id})\n","file.GetContentFile(filename)\n","print('%s (%s) downloaded' % (file['title'], file['mimeType']))\n","!mkdir checkpoints\n","!tar -xf ckptHD.tar\n","!ls checkpoints"],"execution_count":9,"outputs":[{"output_type":"stream","text":["ckptHD.tar.gz (application/x-gzip) downloaded\n","label2city_1024p\n"],"name":"stdout"}]},{"metadata":{"id":"kkOlkgbawjvn","colab_type":"text"},"cell_type":"markdown","source":["Import video frames, most likely from personal website \n","*(more space available, good practice to leave space in Drive for generated images)*"]},{"metadata":{"id":"ISAnu5VGwVlZ","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0},"output_extras":[{"item_id":2}],"base_uri":"https://localhost:8080/","height":51},"outputId":"61eded7b-2618-429b-a309-d2da3acf60f4","executionInfo":{"status":"ok","timestamp":1521548169793,"user_tz":240,"elapsed":2230,"user":{"displayName":"Hizal Celik","photoUrl":"//lh5.googleusercontent.com/-nFS3PS9Ns_8/AAAAAAAAAAI/AAAAAAAACw4/kfE9ZE30f0c/s50-c-k-no/photo.jpg","userId":"115787946550313614570"}}},"cell_type":"code","source":["# download dataset\n","id = \"1nAD92eM-D2abl4KrlichQlYrLgcxFlDV\"\n","filename = \"hd_data.tar\"\n","file = drive.CreateFile({'id': id})\n","file.GetContentFile(filename)\n","print('%s (%s) downloaded' % (file['title'], file['mimeType']))\n","!tar -xf hd_data.tar -C datasets/cityscapes\n","!ls datasets/cityscapes"],"execution_count":10,"outputs":[{"output_type":"stream","text":["hd_data.tar (application/x-tar) downloaded\n","test_inst  test_label  train_img  train_inst  train_label\n"],"name":"stdout"}]},{"metadata":{"id":"x7krdRZtw1Eg","colab_type":"text"},"cell_type":"markdown","source":["## Train the Model"]},{"metadata":{"id":"MdT-mTXYw1ob","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0},"output_extras":[{"item_id":12},{"item_id":63},{"item_id":114},{"item_id":165},{"item_id":216},{"item_id":267},{"item_id":318},{"item_id":370},{"item_id":422},{"item_id":474},{"item_id":526},{"item_id":578},{"item_id":630},{"item_id":682},{"item_id":734},{"item_id":786},{"item_id":838},{"item_id":890},{"item_id":942},{"item_id":994},{"item_id":1046},{"item_id":1098},{"item_id":1150},{"item_id":1202},{"item_id":1254},{"item_id":1289}],"base_uri":"https://localhost:8080/","height":25755},"outputId":"a3fb0da8-dd80-4228-a6fd-88f6f6c192e2","executionInfo":{"status":"ok","timestamp":1521550693074,"user_tz":240,"elapsed":2331095,"user":{"displayName":"Hizal Celik","photoUrl":"//lh5.googleusercontent.com/-nFS3PS9Ns_8/AAAAAAAAAAI/AAAAAAAACw4/kfE9ZE30f0c/s50-c-k-no/photo.jpg","userId":"115787946550313614570"}}},"cell_type":"code","source":["!python test.py \\\n","  --name label2city_1024p \\\n","  --netG local \\\n","  --ngf 32 \\\n","  --resize_or_crop none \\\n","  --how_many 50000"],"execution_count":11,"outputs":[{"output_type":"stream","text":["------------ Options -------------\r\n","aspect_ratio: 1.0\r\n","batchSize: 1\r\n","checkpoints_dir: ./checkpoints\r\n","cluster_path: features_clustered_010.npy\r\n","dataroot: ./datasets/cityscapes/\r\n","display_winsize: 512\r\n","feat_num: 3\r\n","fineSize: 512\r\n","gpu_ids: [0]\r\n","how_many: 50000\r\n","instance_feat: False\r\n","isTrain: False\r\n","label_feat: False\r\n","label_nc: 35\r\n","loadSize: 1024\r\n","load_features: False\r\n","max_dataset_size: inf\r\n","model: pix2pixHD\r\n","nThreads: 2\r\n","n_blocks_global: 9\r\n","n_blocks_local: 3\r\n","n_clusters: 10\r\n","n_downsample_E: 4\r\n","n_downsample_global: 4\r\n","n_local_enhancers: 1\r\n","name: label2city_1024p\r\n","nef: 16\r\n","netG: local\r\n","ngf: 32\r\n","niter_fix_global: 0\r\n","no_flip: False\r\n","no_instance: False\r\n","norm: instance\r\n","ntest: inf\r\n","output_nc: 3\r\n","phase: test\r\n","resize_or_crop: none\r\n","results_dir: ./results/\r\n","serial_batches: False\r\n","tf_log: False\r\n","use_dropout: False\r\n","which_epoch: latest\r\n","-------------- End ----------------\r\n","CustomDatasetDataLoader\n","dataset [AlignedDataset] was created\n","LocalEnhancer(\n","  (model): Sequential(\n","    (0): ReflectionPad2d((3, 3, 3, 3))\n","    (1): Conv2d(36, 64, kernel_size=(7, 7), stride=(1, 1))\n","    (2): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False)\n","    (3): ReLU(inplace)\n","    (4): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n","    (5): InstanceNorm2d(128, eps=1e-05, momentum=0.1, affine=False)\n","    (6): ReLU(inplace)\n","    (7): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n","    (8): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False)\n","    (9): ReLU(inplace)\n","    (10): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n","    (11): InstanceNorm2d(512, eps=1e-05, momentum=0.1, affine=False)\n","    (12): ReLU(inplace)\n","    (13): Conv2d(512, 1024, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n","    (14): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","    (15): ReLU(inplace)\n","    (16): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (17): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (18): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (19): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (20): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (21): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (22): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (23): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (24): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(1024, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (25): ConvTranspose2d(1024, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), output_padding=(1, 1))\n","    (26): InstanceNorm2d(512, eps=1e-05, momentum=0.1, affine=False)\n","    (27): ReLU(inplace)\n","    (28): ConvTranspose2d(512, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), output_padding=(1, 1))\n","    (29): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False)\n","    (30): ReLU(inplace)\n","    (31): ConvTranspose2d(256, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), output_padding=(1, 1))\n","    (32): InstanceNorm2d(128, eps=1e-05, momentum=0.1, affine=False)\n","    (33): ReLU(inplace)\n","    (34): ConvTranspose2d(128, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), output_padding=(1, 1))\n","    (35): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False)\n","    (36): ReLU(inplace)\n","  )\n","  (model1_1): Sequential(\n","    (0): ReflectionPad2d((3, 3, 3, 3))\n","    (1): Conv2d(36, 32, kernel_size=(7, 7), stride=(1, 1))\n","    (2): InstanceNorm2d(32, eps=1e-05, momentum=0.1, affine=False)\n","    (3): ReLU(inplace)\n","    (4): Conv2d(32, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n","    (5): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False)\n","    (6): ReLU(inplace)\n","  )\n","  (model1_2): Sequential(\n","    (0): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (1): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (2): ResnetBlock(\n","      (conv_block): Sequential(\n","        (0): ReflectionPad2d((1, 1, 1, 1))\n","        (1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))\n","        (2): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False)\n","        (3): ReLU(inplace)\n","        (4): ReflectionPad2d((1, 1, 1, 1))\n","        (5): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))\n","        (6): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False)\n","      )\n","    )\n","    (3): ConvTranspose2d(64, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), output_padding=(1, 1))\n","    (4): InstanceNorm2d(32, eps=1e-05, momentum=0.1, affine=False)\n","    (5): ReLU(inplace)\n","    (6): ReflectionPad2d((3, 3, 3, 3))\n","    (7): Conv2d(32, 3, kernel_size=(7, 7), stride=(1, 1))\n","    (8): Tanh()\n","  )\n","  (downsample): AvgPool2d(kernel_size=3, stride=2, padding=[1, 1], ceil_mode=False, count_include_pad=False)\n",")\n","---------- Networks initialized -------------\n","model [Pix2PixHDModel] was created\n","process image... 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['./datasets/cityscapes/test_label/frame_9_lbl.png']\n"],"name":"stdout"}]},{"metadata":{"id":"ubgstqYt2uS0","colab_type":"text"},"cell_type":"markdown","source":["## Download Results\n","\n","We can download out results and open them locally"]},{"metadata":{"id":"irdlJK2k2u6U","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0},"output_extras":[{"item_id":2}],"base_uri":"https://localhost:8080/","height":51},"outputId":"da7d08ed-554d-438a-ffcf-fe11b7787bb9","executionInfo":{"status":"ok","timestamp":1521551600676,"user_tz":240,"elapsed":780,"user":{"displayName":"Hizal Celik","photoUrl":"//lh5.googleusercontent.com/-nFS3PS9Ns_8/AAAAAAAAAAI/AAAAAAAACw4/kfE9ZE30f0c/s50-c-k-no/photo.jpg","userId":"115787946550313614570"}}},"cell_type":"code","source":["!ls results\n","!du -hs results"],"execution_count":12,"outputs":[{"output_type":"stream","text":["label2city_1024p\n","302M\tresults\n"],"name":"stdout"}]},{"metadata":{"id":"kxP4l8h129Mc","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0},"output_extras":[{"item_id":1}],"base_uri":"https://localhost:8080/","height":34},"outputId":"3dc50656-c643-4ecf-8f01-dba4a38017ae","executionInfo":{"status":"ok","timestamp":1521551619442,"user_tz":240,"elapsed":13898,"user":{"displayName":"Hizal Celik","photoUrl":"//lh5.googleusercontent.com/-nFS3PS9Ns_8/AAAAAAAAAAI/AAAAAAAACw4/kfE9ZE30f0c/s50-c-k-no/photo.jpg","userId":"115787946550313614570"}}},"cell_type":"code","source":["!tar -czf pixHD_results.tar.gz results\n","!du -hs pixHD_results.tar.gz"],"execution_count":13,"outputs":[{"output_type":"stream","text":["246M\tpixHD_results.tar.gz\r\n"],"name":"stdout"}]},{"metadata":{"id":"P03nM9393Nhd","colab_type":"code","colab":{"autoexec":{"startup":false,"wait_interval":0},"output_extras":[{"item_id":1}],"base_uri":"https://localhost:8080/","height":34},"outputId":"f34a68a5-44f6-461d-f09c-dfc171fef1a1","executionInfo":{"status":"ok","timestamp":1521551626031,"user_tz":240,"elapsed":5161,"user":{"displayName":"Hizal Celik","photoUrl":"//lh5.googleusercontent.com/-nFS3PS9Ns_8/AAAAAAAAAAI/AAAAAAAACw4/kfE9ZE30f0c/s50-c-k-no/photo.jpg","userId":"115787946550313614570"}}},"cell_type":"code","source":["# 1. Authenticate and create the PyDrive client.\n","auth.authenticate_user()\n","gauth = GoogleAuth()\n","gauth.credentials = GoogleCredentials.get_application_default()\n","drive = GoogleDrive(gauth)\n","\n","# Create GoogleDrive instance with authenticated GoogleAuth instance.\n","drive = GoogleDrive(gauth)\n","\n","filename = \"pixHD_results.tar.gz\"\n","file = drive.CreateFile()\n","file.SetContentFile(filename)\n","file.Upload()\n","print('%s (%s) uploaded' % (file['title'], file['mimeType']))"],"execution_count":14,"outputs":[{"output_type":"stream","text":["pixHD_results.tar.gz (application/x-tar) uploaded\n"],"name":"stdout"}]}]}